Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 45528 |
| Missing cells | 2057 |
| Missing cells (%) | 0.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 20.7 MiB |
| Average record size in memory | 476.9 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 9 |
| Boolean | 2 |
customer_id has a high cardinality: 45528 distinct values | High cardinality |
name has a high cardinality: 4010 distinct values | High cardinality |
no_of_children is highly correlated with total_family_members | High correlation |
net_yearly_income is highly correlated with credit_limit | High correlation |
total_family_members is highly correlated with no_of_children | High correlation |
credit_limit is highly correlated with net_yearly_income | High correlation |
prev_defaults is highly correlated with default_in_last_6months and 1 other fields | High correlation |
default_in_last_6months is highly correlated with prev_defaults and 1 other fields | High correlation |
credit_card_default is highly correlated with prev_defaults and 1 other fields | High correlation |
no_of_children is highly correlated with total_family_members | High correlation |
net_yearly_income is highly correlated with credit_limit | High correlation |
total_family_members is highly correlated with no_of_children | High correlation |
credit_limit is highly correlated with net_yearly_income | High correlation |
credit_score is highly correlated with credit_card_default | High correlation |
prev_defaults is highly correlated with default_in_last_6months and 1 other fields | High correlation |
default_in_last_6months is highly correlated with prev_defaults and 1 other fields | High correlation |
credit_card_default is highly correlated with credit_score and 2 other fields | High correlation |
no_of_children is highly correlated with total_family_members | High correlation |
net_yearly_income is highly correlated with credit_limit | High correlation |
total_family_members is highly correlated with no_of_children | High correlation |
credit_limit is highly correlated with net_yearly_income | High correlation |
prev_defaults is highly correlated with default_in_last_6months and 1 other fields | High correlation |
default_in_last_6months is highly correlated with prev_defaults and 1 other fields | High correlation |
credit_card_default is highly correlated with prev_defaults and 1 other fields | High correlation |
credit_card_default is highly correlated with default_in_last_6months and 1 other fields | High correlation |
default_in_last_6months is highly correlated with credit_card_default and 1 other fields | High correlation |
prev_defaults is highly correlated with credit_card_default and 1 other fields | High correlation |
gender is highly correlated with occupation_type | High correlation |
no_of_children is highly correlated with total_family_members | High correlation |
net_yearly_income is highly correlated with credit_limit | High correlation |
no_of_days_employed is highly correlated with occupation_type | High correlation |
occupation_type is highly correlated with gender and 1 other fields | High correlation |
total_family_members is highly correlated with no_of_children | High correlation |
credit_limit is highly correlated with net_yearly_income | High correlation |
credit_limit_used(%) is highly correlated with credit_card_default | High correlation |
credit_score is highly correlated with prev_defaults and 2 other fields | High correlation |
prev_defaults is highly correlated with credit_score and 2 other fields | High correlation |
default_in_last_6months is highly correlated with credit_score and 2 other fields | High correlation |
credit_card_default is highly correlated with credit_limit_used(%) and 3 other fields | High correlation |
owns_car has 547 (1.2%) missing values | Missing |
no_of_children has 774 (1.7%) missing values | Missing |
no_of_days_employed has 463 (1.0%) missing values | Missing |
net_yearly_income is highly skewed (γ1 = 203.6835038) | Skewed |
credit_limit is highly skewed (γ1 = 200.3871671) | Skewed |
customer_id is uniformly distributed | Uniform |
customer_id has unique values | Unique |
no_of_children has 31241 (68.6%) zeros | Zeros |
Reproduction
| Analysis started | 2021-12-14 18:08:23.667019 |
|---|---|
| Analysis finished | 2021-12-14 18:08:52.691728 |
| Duration | 29.02 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 45528 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| CST_115179 | 1 |
|---|---|
| CST_115723 | 1 |
| CST_156690 | 1 |
| CST_136647 | 1 |
| CST_120077 | 1 |
| Other values (45523) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 45528 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | CST_115179 |
|---|---|
| 2nd row | CST_121920 |
| 3rd row | CST_109330 |
| 4th row | CST_128288 |
| 5th row | CST_151355 |
Common Values
| Value | Count | Frequency (%) |
| CST_115179 | 1 | < 0.1% |
| CST_115723 | 1 | < 0.1% |
| CST_156690 | 1 | < 0.1% |
| CST_136647 | 1 | < 0.1% |
| CST_120077 | 1 | < 0.1% |
| CST_123382 | 1 | < 0.1% |
| CST_134690 | 1 | < 0.1% |
| CST_134080 | 1 | < 0.1% |
| CST_122892 | 1 | < 0.1% |
| CST_127652 | 1 | < 0.1% |
| Other values (45518) | 45518 |
Length
| Value | Count | Frequency (%) |
| cst_115179 | 1 | < 0.1% |
| cst_145999 | 1 | < 0.1% |
| cst_151332 | 1 | < 0.1% |
| cst_153773 | 1 | < 0.1% |
| cst_109330 | 1 | < 0.1% |
| cst_128288 | 1 | < 0.1% |
| cst_151355 | 1 | < 0.1% |
| cst_123268 | 1 | < 0.1% |
| cst_127502 | 1 | < 0.1% |
| cst_151722 | 1 | < 0.1% |
| Other values (45518) | 45518 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 4010 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| Jonathan | 207 |
|---|---|
| Jonathan Stempel | 192 |
| David | 170 |
| Stempel | 165 |
| Jessica | 162 |
| Other values (4005) |
Length
| Max length | 27 |
|---|---|
| Median length | 8 |
| Mean length | 8.746397821 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1226 ? |
|---|---|
| Unique (%) | 2.7% |
Sample
| 1st row | ita Bose |
|---|---|
| 2nd row | Alper Jonathan |
| 3rd row | Umesh Desai |
| 4th row | Rie |
| 5th row | McCool |
Common Values
| Value | Count | Frequency (%) |
| Jonathan | 207 | 0.5% |
| Jonathan Stempel | 192 | 0.4% |
| David | 170 | 0.4% |
| Stempel | 165 | 0.4% |
| Jessica | 162 | 0.4% |
| Sarah | 147 | 0.3% |
| Lucia | 142 | 0.3% |
| Nick | 140 | 0.3% |
| Lucia Mutikani | 137 | 0.3% |
| Jones | 133 | 0.3% |
| Other values (4000) | 43933 |
Length
| Value | Count | Frequency (%) |
| jonathan | 591 | 0.9% |
| david | 534 | 0.8% |
| sarah | 386 | 0.6% |
| john | 381 | 0.6% |
| jessica | 380 | 0.6% |
| stempel | 358 | 0.6% |
| jones | 350 | 0.6% |
| paul | 339 | 0.5% |
| kim | 335 | 0.5% |
| nick | 334 | 0.5% |
| Other values (2369) | 59643 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
age
Real number (ℝ≥0)
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.99341065 |
| Minimum | 23 |
|---|---|
| Maximum | 55 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 355.8 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 31 |
| median | 39 |
| Q3 | 47 |
| 95-th percentile | 54 |
| Maximum | 55 |
| Range | 32 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 9.543990289 |
|---|---|
| Coefficient of variation (CV) | 0.2447590537 |
| Kurtosis | -1.203387195 |
| Mean | 38.99341065 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.003974890882 |
| Sum | 1775292 |
| Variance | 91.08775064 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40 | 1455 | 3.2% |
| 55 | 1448 | 3.2% |
| 36 | 1420 | 3.1% |
| 23 | 1411 | 3.1% |
| 35 | 1410 | 3.1% |
| 37 | 1409 | 3.1% |
| 49 | 1408 | 3.1% |
| 26 | 1399 | 3.1% |
| 48 | 1396 | 3.1% |
| 27 | 1395 | 3.1% |
| Other values (23) | 31377 |
| Value | Count | Frequency (%) |
| 23 | 1411 | |
| 24 | 1369 | |
| 25 | 1373 | |
| 26 | 1399 | |
| 27 | 1395 | |
| 28 | 1368 | |
| 29 | 1395 | |
| 30 | 1384 | |
| 31 | 1373 | |
| 32 | 1380 |
| Value | Count | Frequency (%) |
| 55 | 1448 | |
| 54 | 1383 | |
| 53 | 1385 | |
| 52 | 1345 | |
| 51 | 1371 | |
| 50 | 1377 | |
| 49 | 1408 | |
| 48 | 1396 | |
| 47 | 1314 | |
| 46 | 1364 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| F | |
|---|---|
| M | |
| XNA | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.000043929 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | F |
|---|---|
| 2nd row | M |
| 3rd row | M |
| 4th row | F |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| F | 29957 | |
| M | 15570 | |
| XNA | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| f | 29957 | |
| m | 15570 | |
| xna | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 547 |
| Missing (%) | 1.2% |
| Memory size | 89.0 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 547 |
| Value | Count | Frequency (%) |
| False | 29743 | |
| True | 15238 | |
| (Missing) | 547 | 1.2% |
owns_house
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 44.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 31642 | |
| False | 13886 |
no_of_children
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 774 |
| Missing (%) | 1.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.420655137 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 31241 |
| Zeros (%) | 68.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 355.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7240971792 |
|---|---|
| Coefficient of variation (CV) | 1.721355846 |
| Kurtosis | 3.815248833 |
| Mean | 0.420655137 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.827606343 |
| Sum | 18826 |
| Variance | 0.5243167249 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 31241 | |
| 1 | 8985 | 19.7% |
| 2 | 3862 | 8.5% |
| 3 | 584 | 1.3% |
| 4 | 60 | 0.1% |
| 5 | 13 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| (Missing) | 774 | 1.7% |
| Value | Count | Frequency (%) |
| 0 | 31241 | |
| 1 | 8985 | 19.7% |
| 2 | 3862 | 8.5% |
| 3 | 584 | 1.3% |
| 4 | 60 | 0.1% |
| 5 | 13 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 6 | < 0.1% |
| 5 | 13 | < 0.1% |
| 4 | 60 | 0.1% |
| 3 | 584 | 1.3% |
| 2 | 3862 | 8.5% |
| 1 | 8985 | 19.7% |
| 0 | 31241 |
net_yearly_income
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWED| Distinct | 45502 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200655.6222 |
| Minimum | 27170.61 |
|---|---|
| Maximum | 140759012.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 355.8 KiB |
Quantile statistics
| Minimum | 27170.61 |
|---|---|
| 5-th percentile | 77893.5085 |
| Q1 | 126345.835 |
| median | 171714.91 |
| Q3 | 240603.76 |
| 95-th percentile | 392349.715 |
| Maximum | 140759012.7 |
| Range | 140731842.1 |
| Interquartile range (IQR) | 114257.925 |
Descriptive statistics
| Standard deviation | 669074.0345 |
|---|---|
| Coefficient of variation (CV) | 3.334439509 |
| Kurtosis | 42784.72019 |
| Mean | 200655.6222 |
| Median Absolute Deviation (MAD) | 54040.965 |
| Skewness | 203.6835038 |
| Sum | 9135449170 |
| Variance | 4.476600636 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 174102.44 | 2 | < 0.1% |
| 228141.82 | 2 | < 0.1% |
| 130685.66 | 2 | < 0.1% |
| 136189.92 | 2 | < 0.1% |
| 128915 | 2 | < 0.1% |
| 249134.47 | 2 | < 0.1% |
| 274014.39 | 2 | < 0.1% |
| 110317.4 | 2 | < 0.1% |
| 151482.74 | 2 | < 0.1% |
| 100156.16 | 2 | < 0.1% |
| Other values (45492) | 45508 |
| Value | Count | Frequency (%) |
| 27170.61 | 1 | |
| 28532.17 | 1 | |
| 29191.13 | 1 | |
| 29453.34 | 1 | |
| 30176.76 | 1 | |
| 30270.45 | 1 | |
| 30393.01 | 1 | |
| 31261.55 | 1 | |
| 31489.64 | 1 | |
| 31750.01 | 1 |
| Value | Count | Frequency (%) |
| 140759012.7 | 1 | |
| 4433825.02 | 1 | |
| 4193101.77 | 1 | |
| 2784729.58 | 1 | |
| 2451896.42 | 1 | |
| 2413494.72 | 1 | |
| 2408259.11 | 1 | |
| 2217660.82 | 1 | |
| 2091355.91 | 1 | |
| 1947528.14 | 1 |
| Distinct | 7874 |
|---|---|
| Distinct (%) | 17.5% |
| Missing | 463 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67609.28929 |
| Minimum | 2 |
|---|---|
| Maximum | 365252 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 355.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 227 |
| Q1 | 936 |
| median | 2224 |
| Q3 | 5817 |
| 95-th percentile | 365249 |
| Maximum | 365252 |
| Range | 365250 |
| Interquartile range (IQR) | 4881 |
Descriptive statistics
| Standard deviation | 139323.5244 |
|---|---|
| Coefficient of variation (CV) | 2.060715708 |
| Kurtosis | 0.7827392915 |
| Mean | 67609.28929 |
| Median Absolute Deviation (MAD) | 1608 |
| Skewness | 1.667674633 |
| Sum | 3046812622 |
| Variance | 1.941104446 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 365246 | 684 | 1.5% |
| 365244 | 669 | 1.5% |
| 365240 | 641 | 1.4% |
| 365245 | 631 | 1.4% |
| 365241 | 628 | 1.4% |
| 365247 | 625 | 1.4% |
| 365250 | 609 | 1.3% |
| 365251 | 607 | 1.3% |
| 365243 | 607 | 1.3% |
| 365252 | 602 | 1.3% |
| Other values (7864) | 38762 |
| Value | Count | Frequency (%) |
| 2 | 1 | |
| 3 | 1 | |
| 6 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 17 | 2 | |
| 21 | 1 | |
| 23 | 1 | |
| 24 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 365252 | 602 | |
| 365251 | 607 | |
| 365250 | 609 | |
| 365249 | 601 | |
| 365248 | 594 | |
| 365247 | 625 | |
| 365246 | 684 | |
| 365245 | 631 | |
| 365244 | 669 | |
| 365243 | 607 |
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| Unknown | |
|---|---|
| Laborers | |
| Sales staff | |
| Core staff | |
| Managers | |
| Other values (14) |
Length
| Max length | 21 |
|---|---|
| Median length | 8 |
| Mean length | 9.444605517 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unknown |
|---|---|
| 2nd row | Laborers |
| 3rd row | Laborers |
| 4th row | Core staff |
| 5th row | Core staff |
Common Values
| Value | Count | Frequency (%) |
| Unknown | 14299 | |
| Laborers | 8134 | |
| Sales staff | 4725 | 10.4% |
| Core staff | 4062 | 8.9% |
| Managers | 3168 | 7.0% |
| Drivers | 2747 | 6.0% |
| High skill tech staff | 1682 | 3.7% |
| Accountants | 1474 | 3.2% |
| Medicine staff | 1275 | 2.8% |
| Security staff | 1025 | 2.3% |
| Other values (9) | 2937 | 6.5% |
Length
| Value | Count | Frequency (%) |
| staff | 15070 | |
| unknown | 14299 | |
| laborers | 8470 | |
| sales | 4725 | 7.3% |
| core | 4062 | 6.3% |
| managers | 3168 | 4.9% |
| drivers | 2747 | 4.2% |
| high | 1682 | 2.6% |
| skill | 1682 | 2.6% |
| tech | 1682 | 2.6% |
| Other values (14) | 7199 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
total_family_members
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 83 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.158081197 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 355.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9115724693 |
|---|---|
| Coefficient of variation (CV) | 0.4223995235 |
| Kurtosis | 1.335041586 |
| Mean | 2.158081197 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.9248241035 |
| Sum | 98074 |
| Variance | 0.8309643667 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 23455 | |
| 1 | 9913 | |
| 3 | 7812 | 17.2% |
| 4 | 3623 | 8.0% |
| 5 | 564 | 1.2% |
| 6 | 57 | 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 6 | < 0.1% |
| 10 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| (Missing) | 83 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 9913 | |
| 2 | 23455 | |
| 3 | 7812 | 17.2% |
| 4 | 3623 | 8.0% |
| 5 | 564 | 1.2% |
| 6 | 57 | 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 6 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 6 | < 0.1% |
| 7 | 12 | < 0.1% |
| 6 | 57 | 0.1% |
| 5 | 564 | 1.2% |
| 4 | 3623 | 8.0% |
| 3 | 7812 | 17.2% |
| 2 | 23455 | |
| 1 | 9913 |
migrant_worker
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 87 |
| Missing (%) | 0.2% |
| Memory size | 2.6 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 37302 | |
| 1.0 | 8139 | 17.9% |
| (Missing) | 87 | 0.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 37302 | |
| 1.0 | 8139 | 17.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
yearly_debt_payments
Real number (ℝ≥0)
| Distinct | 45251 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 95 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31796.96531 |
| Minimum | 2237.47 |
|---|---|
| Maximum | 328112.86 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 355.8 KiB |
Quantile statistics
| Minimum | 2237.47 |
|---|---|
| 5-th percentile | 10354.064 |
| Q1 | 19231.14 |
| median | 29081.65 |
| Q3 | 40561.15 |
| 95-th percentile | 62796.392 |
| Maximum | 328112.86 |
| Range | 325875.39 |
| Interquartile range (IQR) | 21330.01 |
Descriptive statistics
| Standard deviation | 17269.72723 |
|---|---|
| Coefficient of variation (CV) | 0.5431250141 |
| Kurtosis | 9.772470795 |
| Mean | 31796.96531 |
| Median Absolute Deviation (MAD) | 10514.01 |
| Skewness | 1.721201453 |
| Sum | 1444631525 |
| Variance | 298243478.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23213.37 | 2 | < 0.1% |
| 14243.92 | 2 | < 0.1% |
| 42710.33 | 2 | < 0.1% |
| 31606.52 | 2 | < 0.1% |
| 22534.21 | 2 | < 0.1% |
| 30683.36 | 2 | < 0.1% |
| 39822.63 | 2 | < 0.1% |
| 25862.02 | 2 | < 0.1% |
| 38694.1 | 2 | < 0.1% |
| 17794.72 | 2 | < 0.1% |
| Other values (45241) | 45413 | |
| (Missing) | 95 | 0.2% |
| Value | Count | Frequency (%) |
| 2237.47 | 1 | |
| 2752.11 | 1 | |
| 2881.98 | 1 | |
| 3139.06 | 1 | |
| 3230.67 | 1 | |
| 3256.33 | 1 | |
| 3324.48 | 1 | |
| 3328.38 | 1 | |
| 3369.88 | 1 | |
| 3506.05 | 1 |
| Value | Count | Frequency (%) |
| 328112.86 | 1 | |
| 279269.56 | 1 | |
| 276512.94 | 1 | |
| 274939.59 | 1 | |
| 255108.89 | 1 | |
| 231222.57 | 1 | |
| 221725.74 | 1 | |
| 219235.54 | 1 | |
| 213002.3 | 1 | |
| 199119.18 | 1 |
credit_limit
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWED| Distinct | 45371 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43548.41603 |
| Minimum | 4003.14 |
|---|---|
| Maximum | 31129970.49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 355.8 KiB |
Quantile statistics
| Minimum | 4003.14 |
|---|---|
| 5-th percentile | 13356.867 |
| Q1 | 23973.805 |
| median | 35688.045 |
| Q3 | 53435.7625 |
| 95-th percentile | 94836.2125 |
| Maximum | 31129970.49 |
| Range | 31125967.35 |
| Interquartile range (IQR) | 29461.9575 |
Descriptive statistics
| Standard deviation | 148784.6869 |
|---|---|
| Coefficient of variation (CV) | 3.416534984 |
| Kurtosis | 41860.88255 |
| Mean | 43548.41603 |
| Median Absolute Deviation (MAD) | 13778.625 |
| Skewness | 200.3871671 |
| Sum | 1982672285 |
| Variance | 2.213688305 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33429.22 | 2 | < 0.1% |
| 27557.56 | 2 | < 0.1% |
| 42343.39 | 2 | < 0.1% |
| 47321.45 | 2 | < 0.1% |
| 20353.39 | 2 | < 0.1% |
| 24673.1 | 2 | < 0.1% |
| 17772.02 | 2 | < 0.1% |
| 37674.2 | 2 | < 0.1% |
| 21793.67 | 2 | < 0.1% |
| 44933.96 | 2 | < 0.1% |
| Other values (45361) | 45508 |
| Value | Count | Frequency (%) |
| 4003.14 | 1 | |
| 4030.68 | 1 | |
| 4042.77 | 1 | |
| 4210.96 | 1 | |
| 4219.32 | 1 | |
| 4328.61 | 1 | |
| 4328.99 | 1 | |
| 4356.15 | 1 | |
| 4483.55 | 1 | |
| 4601.3 | 1 |
| Value | Count | Frequency (%) |
| 31129970.49 | 1 | |
| 1015611.88 | 1 | |
| 841596.19 | 1 | |
| 817713.83 | 1 | |
| 648100.99 | 1 | |
| 621953.64 | 1 | |
| 610931.7 | 1 | |
| 580567.35 | 1 | |
| 548115.45 | 1 | |
| 477006.23 | 1 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.23502021 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 430 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 355.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 27 |
| median | 54 |
| Q3 | 78 |
| 95-th percentile | 95 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 51 |
Descriptive statistics
| Standard deviation | 29.3769096 |
|---|---|
| Coefficient of variation (CV) | 0.562398741 |
| Kurtosis | -1.243307626 |
| Mean | 52.23502021 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | -0.1274493369 |
| Sum | 2378156 |
| Variance | 863.0028178 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90 | 584 | 1.3% |
| 81 | 571 | 1.3% |
| 87 | 569 | 1.2% |
| 89 | 568 | 1.2% |
| 84 | 566 | 1.2% |
| 78 | 564 | 1.2% |
| 72 | 558 | 1.2% |
| 80 | 557 | 1.2% |
| 99 | 556 | 1.2% |
| 85 | 554 | 1.2% |
| Other values (90) | 39881 |
| Value | Count | Frequency (%) |
| 0 | 430 | |
| 1 | 389 | |
| 2 | 433 | |
| 3 | 431 | |
| 4 | 411 | |
| 5 | 439 | |
| 6 | 437 | |
| 7 | 423 | |
| 8 | 429 | |
| 9 | 425 |
| Value | Count | Frequency (%) |
| 99 | 556 | |
| 98 | 513 | |
| 97 | 540 | |
| 96 | 524 | |
| 95 | 522 | |
| 94 | 472 | |
| 93 | 507 | |
| 92 | 549 | |
| 91 | 513 | |
| 90 | 584 |
| Distinct | 450 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 8 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 782.7912566 |
| Minimum | 500 |
|---|---|
| Maximum | 949 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 355.8 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 621.95 |
| Q1 | 704 |
| median | 786 |
| Q3 | 867 |
| 95-th percentile | 933 |
| Maximum | 949 |
| Range | 449 |
| Interquartile range (IQR) | 163 |
Descriptive statistics
| Standard deviation | 100.6197458 |
|---|---|
| Coefficient of variation (CV) | 0.1285396904 |
| Kurtosis | -0.5473691428 |
| Mean | 782.7912566 |
| Median Absolute Deviation (MAD) | 81.5 |
| Skewness | -0.3025168255 |
| Sum | 35632658 |
| Variance | 10124.33323 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 670 | 186 | 0.4% |
| 660 | 183 | 0.4% |
| 684 | 176 | 0.4% |
| 682 | 175 | 0.4% |
| 651 | 175 | 0.4% |
| 662 | 174 | 0.4% |
| 681 | 172 | 0.4% |
| 691 | 171 | 0.4% |
| 692 | 169 | 0.4% |
| 659 | 168 | 0.4% |
| Other values (440) | 43771 |
| Value | Count | Frequency (%) |
| 500 | 11 | |
| 501 | 19 | |
| 502 | 21 | |
| 503 | 18 | |
| 504 | 11 | |
| 505 | 17 | |
| 506 | 20 | |
| 507 | 14 | |
| 508 | 20 | |
| 509 | 19 |
| Value | Count | Frequency (%) |
| 949 | 146 | |
| 948 | 151 | |
| 947 | 131 | |
| 946 | 138 | |
| 945 | 123 | |
| 944 | 126 | |
| 943 | 146 | |
| 942 | 148 | |
| 941 | 151 | |
| 940 | 139 |
prev_defaults
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0 | |
|---|---|
| 1 | 2172 |
| 2 | 296 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 43060 | |
| 1 | 2172 | 4.8% |
| 2 | 296 | 0.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 43060 | |
| 1 | 2172 | 4.8% |
| 2 | 296 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
default_in_last_6months
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0 | |
|---|---|
| 1 | 2301 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 43227 | |
| 1 | 2301 | 5.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 43227 | |
| 1 | 2301 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
credit_card_default
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0 | |
|---|---|
| 1 | 3697 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 41831 | |
| 1 | 3697 | 8.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 41831 | |
| 1 | 3697 | 8.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| customer_id | name | age | gender | owns_car | owns_house | no_of_children | net_yearly_income | no_of_days_employed | occupation_type | total_family_members | migrant_worker | yearly_debt_payments | credit_limit | credit_limit_used(%) | credit_score | prev_defaults | default_in_last_6months | credit_card_default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | CST_115179 | ita Bose | 46 | F | N | Y | 0.00 | 107934.04 | 612.00 | Unknown | 1.00 | 1.00 | 33070.28 | 18690.93 | 73 | 544.00 | 2 | 1 | 1 |
| 1 | CST_121920 | Alper Jonathan | 29 | M | N | Y | 0.00 | 109862.62 | 2771.00 | Laborers | 2.00 | 0.00 | 15329.53 | 37745.19 | 52 | 857.00 | 0 | 0 | 0 |
| 2 | CST_109330 | Umesh Desai | 37 | M | N | Y | 0.00 | 230153.17 | 204.00 | Laborers | 2.00 | 0.00 | 48416.60 | 41598.36 | 43 | 650.00 | 0 | 0 | 0 |
| 3 | CST_128288 | Rie | 39 | F | N | Y | 0.00 | 122325.82 | 11941.00 | Core staff | 2.00 | 0.00 | 22574.36 | 32627.76 | 20 | 754.00 | 0 | 0 | 0 |
| 4 | CST_151355 | McCool | 46 | M | Y | Y | 0.00 | 387286.00 | 1459.00 | Core staff | 1.00 | 0.00 | 38282.95 | 52950.64 | 75 | 927.00 | 0 | 0 | 0 |
| 5 | CST_123268 | Sarah Marsh | 46 | F | Y | N | 0.00 | 252765.91 | 2898.00 | Accountants | 2.00 | 1.00 | 37046.86 | 40245.64 | 19 | 937.00 | 0 | 0 | 0 |
| 6 | CST_127502 | Mason | 38 | M | N | Y | 1.00 | 262389.20 | 5541.00 | High skill tech staff | 3.00 | 0.00 | 50839.39 | 41311.08 | 42 | 733.00 | 0 | 0 | 0 |
| 7 | CST_151722 | Saba | 46 | F | Y | Y | 1.00 | 241211.39 | 1448.00 | Core staff | 3.00 | 0.00 | 30008.46 | 32209.22 | 91 | 906.00 | 0 | 0 | 0 |
| 8 | CST_133768 | Ashutosh | 40 | F | NaN | Y | 0.00 | 210091.43 | 11551.00 | Laborers | 2.00 | 0.00 | 21521.89 | 65037.74 | 14 | 783.00 | 0 | 0 | 0 |
| 9 | CST_111670 | David Milliken | 39 | F | Y | Y | 2.00 | 207109.13 | 2791.00 | High skill tech staff | 4.00 | 0.00 | 9509.10 | 28425.52 | 14 | 666.00 | 0 | 0 | 0 |
Last rows
| customer_id | name | age | gender | owns_car | owns_house | no_of_children | net_yearly_income | no_of_days_employed | occupation_type | total_family_members | migrant_worker | yearly_debt_payments | credit_limit | credit_limit_used(%) | credit_score | prev_defaults | default_in_last_6months | credit_card_default | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 45518 | CST_112481 | David Bailey | 54 | F | N | Y | 2.00 | 252941.68 | 2266.00 | Laborers | 3.00 | 0.00 | 37513.38 | 45775.43 | 71 | 677.00 | 0 | 0 | 1 |
| 45519 | CST_144544 | Emily | 41 | M | Y | Y | 2.00 | 293494.24 | 794.00 | Core staff | 4.00 | 0.00 | 40402.37 | 83883.37 | 97 | 665.00 | 0 | 0 | 0 |
| 45520 | CST_137966 | Vladimir | 47 | M | Y | Y | 0.00 | 291628.76 | 1677.00 | Drivers | 1.00 | 0.00 | 15627.73 | 42980.82 | 85 | 915.00 | 0 | 0 | 0 |
| 45521 | CST_161068 | Dye | 48 | F | N | Y | 0.00 | 89435.47 | 365249.00 | Unknown | 2.00 | 0.00 | 31233.88 | 21850.77 | 36 | 879.00 | 0 | 0 | 0 |
| 45522 | CST_120545 | Tim Hepher | 54 | F | N | N | 1.00 | 138001.12 | 161.00 | Unknown | 3.00 | 0.00 | 16609.04 | 18565.63 | 71 | 893.00 | 0 | 0 | 0 |
| 45523 | CST_130421 | Doris | 55 | F | N | N | 2.00 | 96207.57 | 117.00 | Unknown | 4.00 | 0.00 | 11229.54 | 29663.83 | 82 | 907.00 | 0 | 0 | 0 |
| 45524 | CST_136670 | Luciana | 31 | F | N | Y | 0.00 | 383476.74 | 966.00 | Accountants | 2.00 | 1.00 | 43369.91 | 139947.16 | 32 | 679.00 | 0 | 0 | 0 |
| 45525 | CST_145435 | Jessica | 27 | F | N | Y | 0.00 | 260052.18 | 1420.00 | Core staff | 2.00 | 0.00 | 22707.51 | 83961.83 | 46 | 727.00 | 0 | 0 | 0 |
| 45526 | CST_130913 | Tessa | 32 | M | Y | N | 0.00 | 157363.04 | 2457.00 | Laborers | 2.00 | 0.00 | 20150.10 | 25538.72 | 92 | 805.00 | 0 | 0 | 0 |
| 45527 | CST_160078 | Gopinath | 38 | M | N | Y | 1.00 | 316896.28 | 1210.00 | Unknown | 3.00 | 0.00 | 34603.78 | 36630.76 | 26 | 682.00 | 0 | 0 | 0 |